Classical Statistics

Mosaic Web Project: http://www.mosaic-web.org/ by Jerry Dallal : http://www.tufts.edu/~gdallal/LHSP.HTM Animated Statistics : http://www.yihui.name/r/ VirginiaTech source: http://www.lisa.stat.vt.edu/?q=past_courses Normal Distribution Area in terms of Probability : http://msenux.redwoods.edu/math/R/StandardNormal.php    

Mixed Model Analysis: Background and Advanced Material

1. Regression Analysis: http://people.richland.edu/james/ictcm/2004/weight.html2. Regression and Anova; a comparison of scenerios for analysis :http://www.pmean.com/08/RegressionAndAnova.html

Guide to decision making in Mixed Models (Cheat Sheet)

Contextual Terminologies:

Machine Learning                                                  Statistics

Network, Graph

Model

Weights

Parameters

Learning

Fitting

Confusion Matrix

Contingency table

Generalization

Test set performance

 

Supervised Learning

Regression/Classification

Unsupervised Learning

Density estimation, Clustering

Attributes

Variables

Instances

Observations

Cause

Independent variables, Covariates

Effect

Dependent Variables


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